{"company":{"id":695911,"name":"Punch Cyber","domain":"punchcyber.com","url":"https://alion.io/company/punchcyber"},"answer":"Punch Cyber builds mostly with Python, SQL. Its stack also includes Active Directory, DLP, ElasticSearch, NumPy. Python is named in 2 of the 3 job postings Punch Cyber published in the last 12 months (67%). Counted by Alion from the job postings of Punch Cyber, updated Oct 14, 2026.","window_days":365,"postings_analysed":3,"open_postings":3,"technologies_in_use":20,"modernity_score":74,"ai_adoption":true,"technologies":[{"name":"Python","layer":"languages","postings":2,"share":0.6667,"required":2,"open_postings":2,"first_seen":"2026-10-08","last_seen":"2026-10-13","median_stated_pay_usd":null},{"name":"Active Directory","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-13","last_seen":"2026-10-13","median_stated_pay_usd":null},{"name":"DLP","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-13","last_seen":"2026-10-13","median_stated_pay_usd":null},{"name":"DNS","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"Embeddings","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"FortiGate","layer":"tools","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-13","last_seen":"2026-10-13","median_stated_pay_usd":null},{"name":"LDAP","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-13","last_seen":"2026-10-13","median_stated_pay_usd":null},{"name":"LLM","layer":"ai","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"LLM Evaluation","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"Machine Learning","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"NumPy","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"SIEM","layer":"cloud","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"SciPy","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"Scikit-learn","layer":"frameworks","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"Time Series Forecasting","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"VPN","layer":"practices","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-13","last_seen":"2026-10-13","median_stated_pay_usd":null},{"name":"Zeek","layer":"tools","postings":1,"share":0.3333,"required":1,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"ElasticSearch","layer":"data","postings":1,"share":0.3333,"required":0,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"SQL","layer":"languages","postings":1,"share":0.3333,"required":0,"open_postings":1,"first_seen":"2026-10-08","last_seen":"2026-10-08","median_stated_pay_usd":null},{"name":"Splunk","layer":"cloud","postings":1,"share":0.3333,"required":0,"open_postings":1,"first_seen":"2022-11-21","last_seen":"2026-10-08","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[{"name":"Python","first_seen":"2026-10-08"}],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"F6","url":"https://alion.io/company/f6/technologies","shared_technologies":16},{"name":"Greenatom","url":"https://alion.io/company/greenatom/technologies","shared_technologies":17},{"name":"Spektrum Group","url":"https://alion.io/company/spektrum-group/technologies","shared_technologies":20},{"name":"CHAOS Industries","url":"https://alion.io/company/chaosindustries/technologies","shared_technologies":18},{"name":"Chenega","url":"https://alion.io/company/chenega/technologies","shared_technologies":20},{"name":"Lumentum","url":"https://alion.io/company/lumentum/technologies","shared_technologies":17},{"name":"Logicalis","url":"https://alion.io/company/logicalis-us/technologies","shared_technologies":16},{"name":"HelloFresh","url":"https://alion.io/company/hellofresh/technologies","shared_technologies":20}],"html_url":"https://alion.io/company/punchcyber/technologies","json_url":"https://alion.io/company/punchcyber/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-10-14T18:15:48Z","generated_at":"2026-10-14T21:37:03Z"}}